{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-28T08:37:10.831167Z",
     "start_time": "2020-04-28T08:36:57.475441Z"
    }
   },
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "\n",
    "from PIL import Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-28T08:37:10.872158Z",
     "start_time": "2020-04-28T08:37:10.836162Z"
    }
   },
   "outputs": [],
   "source": [
    "class Preprocessor(tf.Module):\n",
    "    def __init__(self, height, width, mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]):\n",
    "        self.height = height\n",
    "        self.width = width\n",
    "        self.mean = mean\n",
    "        self.std = std\n",
    "    \n",
    "    def image_decoder(self, image_bytes):\n",
    "        image = tf.io.decode_image(\n",
    "            image_bytes,\n",
    "            channels=3,\n",
    "            dtype=tf.dtypes.uint8,\n",
    "            name=\"decode_image\",\n",
    "            expand_animations=False\n",
    "        )\n",
    "        \n",
    "        image = tf.image.resize_with_pad(\n",
    "            image, target_height=self.height, target_width=self.width\n",
    "        )\n",
    "        image = tf.transpose(image, perm=[2, 0, 1])\n",
    "\n",
    "        return image\n",
    "\n",
    "    def normalize(self, tensor):\n",
    "        mean = self.mean\n",
    "        std = self.std\n",
    "        \n",
    "        tensor = tf.cast(tensor, tf.float32)\n",
    "        tensor = tensor / 255.0\n",
    "        mean = tf.constant(mean, dtype=tf.float32, name=\"mean\")\n",
    "        mean = tf.reshape(mean, [1, 3, 1, 1])\n",
    "        std = tf.constant(std, dtype=tf.float32, name=\"std\")\n",
    "        std = tf.reshape(std, [1, 3, 1, 1])\n",
    "        tensor = (tensor - mean) / std\n",
    "        return tensor\n",
    "\n",
    "    @tf.function(input_signature=[tf.TensorSpec(shape=[None], dtype=tf.string)])\n",
    "    def __call__(self, raw_images):\n",
    "        with tf.device(\"/cpu:0\"):\n",
    "            images = tf.map_fn(lambda x: self.image_decoder(x), raw_images, dtype=tf.float32)\n",
    "        tensor = self.normalize(images)\n",
    "        return tensor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-28T08:37:11.004391Z",
     "start_time": "2020-04-28T08:37:10.879161Z"
    }
   },
   "outputs": [],
   "source": [
    "bim = open('./test.jpg', 'rb').read()\n",
    "bim1 = open('test1.png', 'rb').read()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-28T08:37:12.584510Z",
     "start_time": "2020-04-28T08:37:11.013392Z"
    }
   },
   "outputs": [],
   "source": [
    "h = 550\n",
    "w = 800\n",
    "\n",
    "prep = Preprocessor(h, w)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-28T08:59:09.794883Z",
     "start_time": "2020-04-28T08:59:09.640287Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=800x550 at 0x225751FC588>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img_normed = prep([bim, bim1]).numpy()\n",
    "r, g, b = img_normed[1]\n",
    "r = r * 0.229 + 0.485\n",
    "g = g * 0.224 + 0.456\n",
    "b = b * 0.225 + 0.406\n",
    "\n",
    "Image.fromarray(np.transpose((np.stack([r, g, b]) * 255).astype('uint8'), (1, 2, 0)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-28T08:37:13.447989Z",
     "start_time": "2020-04-28T08:37:12.904672Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Assets written to: ./example/preprocess_550x800/1/model.saved_model/assets\n"
     ]
    }
   ],
   "source": [
    "tf.saved_model.save(prep, f'./example/preprocess_{h}x{w}/1/model.saved_model/')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
